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冷

冷思阳 (Siyang Leng)

fudan university

13H指数
44论文数
876被引数
收录论文 20
发表时间
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Data-driven joint representation and prediction of nonlinear dynamical systems from unlabeled trajectories基于无标签轨迹的数据驱动非线性动力系统联合表示与预测
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-06-01
err2
PREAI
errFeng, Jing; Wang, Xiaolong; Liu, Qi; Ma, Jinzhong; Yue, Xiaole; Leng, Siyang; Kurths, Jurgen; Xu, Yong
err分享
err收藏
Time-Delayed Spiking Reservoir Computing Enables Efficient Time Series Prediction时延脉冲储备池计算实现高效时间序列预测
errAdvanced Intelligent Systems
IF6.1
err2026-05-12
err0
errOAAI
errPin Jin; Ren Cao; Zhongxue Gan; Siyang Leng
err分享
err收藏
Deciphering interventional dynamical causality from non-intervention complex systems解析非干预复杂系统中的干预动力学因果关系
errthe innovation
IF0
err2026-03-30
err0
errOAAI
errJifan Shi; Yang Li; Juan Zhao; Siyang Leng; Rui Bao; Kazuyuki Aihara; Luonan Chen; Wei Lin
err分享
err收藏
Utilizing Causal Network Markers to Identify Tipping Points ahead of Critical Transition利用因果网络标记识别临界转变前的转折点
errAdvanced Science
IF14.1
err2025-09-05
err0
errOAAI
errShirui Bian; Zezhou Wang; Siyang Leng; Wei Lin; Jifan Shi
err分享
err收藏
Multi-head graph contrastive learning with hop augmentation for node classification基于跳数增强的多头图对比学习用于节点分类
errPattern Recognition
IF7.6
err2025-07-04
err0
PREAI
errMinhao Zou; Yutong Wang; Xiaofeng Meng; Zhongxue Gan; Chun Guan; Siyang Leng
err分享
err收藏
Reservoir cross mapping as a nonlinear framework for detecting dynamical causality储层交叉映射作为一种非线性框架用于检测动力学因果关系
errCell Reports Physical Science
IF7.3
err2025-07-04
err0
errOAAI
errRen Cao; Jintong Zhao; Chun Guan; Huanfei Ma; Jifan Shi; Siyang Leng
err分享
err收藏
Topology-preserving and structure-aware (hyper)graph contrastive learning for node classification用于节点分类的拓扑保持和结构感知 (超) 图对比学习
errAPPLIED INTELLIGENCE
IF3.5
err2025-05-01
err0
PREAI
errZou, Minhao; Gan, Zhongxue; Wang, Yutong; Zhang, Junheng; Guan, Chun; Leng, Siyang
err分享
err收藏
Physically-guided temporal diffusion transformer for long-term time series forecasting用于长期时间序列预测的物理引导时间扩散变换器
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2024-11-01
err0
PREAI
errRen, Zeqi; Yu, Jianbo; Huang, Jian; Yang, Xiaofeng; Leng, Siyang; Liu, Yuping; Yan, Shifu
err分享
err收藏
Detecting dynamical causality via intervened reservoir computing
errCOMMUNICATIONS PHYSICS
IF5.8
err2024-07-12
err2
errOAAI
errZhao, Jintong; Gan, Zhongxue; Huang, Ruixi; Guan, Chun; Shi, Jifan; Leng, Siyang
err分享
err收藏
Reinforcement learning-based pinning control for synchronization suppression in complex networks
errHELIYON
IF3.6
err2024-07-01
err0
errOAAI
errLi, Kaiwen; Yang, Liufei; Guan, Chun; Leng, Siyang
err分享
err收藏
Enhancing Time Series Predictability via Structure-Aware Reservoir Computing通过结构感知的储层计算增强时间序列可预测性
errADVANCED INTELLIGENT SYSTEMS
IF6.1
err2024-06-02
err1
errOAAI
errGuo, Suzhen; Guan, Chun; Leng, Siyang
err分享
err收藏
UniG-Encoder: A universal feature encoder for graph and hypergraph node classification
errPATTERN RECOGNITION
IF7.6
err2024-03-01
err6
errOAAI
errZou, Minhao; Gan, Zhongxue; Wang, Yutong; Zhang, Junheng; Sui, Dongyan; Guan, Chun; Leng, Siyang
err分享
err收藏
Feedback coupling induced synchronization of neural networks
errNEUROCOMPUTING
IF6.5
err2023-09-01
err5
PREAI
errZuo, Zhihao; Cao, Ruizhi; Gan, Zhongxue; Hou, Jiawen; Guan, Chun; Leng, Siyang
err分享
err收藏
Embedding theory of reservoir computing and reducing reservoir network using time delays
errPHYSICAL REVIEW RESEARCH
IF4.2
err2023-05-25
err26
errOAAI
errDuan, Xing-Yue; Ying, Xiong; Leng, Si-Yang; Kurths, Juergen; Lin, Wei; Ma, Huan-Fei
err分享
err收藏
Continuity Scaling: A Rigorous Framework for Detecting and Quantifying Causality Accurately
errRESEARCH
IF10.7
err2022-05-04
err25
errOAAI
errYing, Xiong; Leng, Si-Yang; Ma, Huan-Fei; Nie, Qing; Lai, Ying-Cheng; Lin, Wei
err分享
err收藏
Common stochastic inputs induce neuronal transient synchronization with partial reset
errNEURAL NETWORKS
IF6.3
err2020-08-01
err9
errOAAI
errLeng, Siyang; Aihara, Kazuyuki
err分享
err收藏
Partial cross mapping eliminates indirect causal influences
errNATURE COMMUNICATIONS
IF15.7
err2020-05-26
err61
errOAAI
errLeng, Siyang; Ma, Huanfei; Kurths, Juergen; Lai, Ying-Cheng; Lin, Wei; Aihara, Kazuyuki; Chen, Luonan
err分享
err收藏
Detection for disease tipping points by landscape dynamic network biomarkers
errNATIONAL SCIENCE REVIEW
IF17.1
err2018-12-28
err91
errOAAI
errLiu, Xiaoping; Chang, Xiao; Leng, Siyang; Tang, Hui; Aihara, Kazuyuki; Chen, Luonan
err分享
err收藏
Randomly distributed embedding making short-term high-dimensional data predictable
errPROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
IF9.1
err2018-10-08
err67
errOAAI
errMa, Huanfei; Leng, Siyang; Aihara, Kazuyuki; Lin, Wei; Chen, Luonan
err分享
err收藏
Basin stability in delayed dynamics
errSCIENTIFIC REPORTS
IF3.9
err2016-02-24
err50
errOAAI
errLeng, Siyang; Lin, Wei; Kurths, Juergen
err分享
err收藏

研究方向

非线性动力系统复杂网络人工智能计算系统生物学储备池计算数学理论新型机器学习框架设计高阶复杂网络动力学分析动力学因果关系理论算法与应用 群体行为的生成演化动态仿真与调控策略 医学多模态数据的智能挖掘与分析建模
合作学者
合作期刊
J
Jürgen Kurths
H 指数: 131 · 论文数: 2.1K
陈
陈洛南 (Luonan Chen)
H 指数: 84 · 论文数: 809
K
Kazuyuki Aihara
H 指数: 75 · 论文数: 1.4K
刘小平 封面图
刘小平 (Xiaoping Liu)
H 指数: 73 · 论文数: 765
Y
Ying‐Cheng Lai
H 指数: 72 · 论文数: 673
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